{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "cvpr21_plot.ipynb",
      "provenance": [
        {
          "file_id": "1CW63Lx0tUZpRXhlyqyYCQI_Ew7wpgPMK",
          "timestamp": 1573362774407
        },
        {
          "file_id": "0B0KNpr7XIJ28a0tVRkpWWGh6bE0",
          "timestamp": 1567550004027
        }
      ],
      "collapsed_sections": [],
      "last_runtime": {
        "build_target": "//learning/brain/python/client:colab_notebook",
        "kind": "private"
      }
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "S-uhMBtwkpOy",
        "cellView": "both",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1616782625581,
          "user_tz": 420,
          "elapsed": 442,
          "user": {
            "displayName": "Lu Jiang",
            "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjstDxE-UyIwDuMmdkbKhoAsC30jFMcNZAQRsqhXw=s64",
            "userId": "17905297028722934432"
          }
        }
      },
      "source": [
        "# Copyright 2021 Google Inc.\n",
        "#\n",
        "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# http://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License.\n",
        "# ==============================================================================\n",
        "\n",
        "import numpy as np\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "params = {\n",
        "    'image.origin': 'lower',\n",
        "    'savefig.dpi': 150,  # to adjust notebook inline plot size\n",
        "    'axes.labelsize': 6, # was 10\n",
        "    'axes.titlesize': 10,\n",
        "    'font.size': 6, # was 10\n",
        "    'legend.fontsize': 8, # was 10\n",
        "    'xtick.labelsize': 6,\n",
        "    'ytick.labelsize': 6,\n",
        "    'figure.figsize': [3.39, 2.10],\n",
        "}\n",
        "\n",
        "matplotlib.rcParams.update(matplotlib.rcParams)\n",
        "plt.style.use('classic')\n",
        "matplotlib.rcParams.update({'savefig.dpi': 180, 'figure.figsize': [3.4*1.5, 2.1*1.5], 'axes.grid': True})"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gutEadabPIb0",
        "colab": {
          "height": 648
        },
        "executionInfo": {
          "status": "ok",
          "timestamp": 1616782626857,
          "user_tz": 420,
          "elapsed": 1065,
          "user": {
            "displayName": "Lu Jiang",
            "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjstDxE-UyIwDuMmdkbKhoAsC30jFMcNZAQRsqhXw=s64",
            "userId": "17905297028722934432"
          }
        },
        "outputId": "3e072170-9ef0-4ceb-f898-13ea6c615c82"
      },
      "source": [
        "plt.figure(0)\n",
        "x = np.arange(1e-3, 5, 0.01)\n",
        "\n",
        "kl = x * np.log(x)\n",
        "lecam = 0.25* (1-x)**2/(1+x)\n",
        "chi2 = x**2 -1\n",
        "tv = 0.5 * np.abs(x-1)\n",
        "js = (x+1) * np.log(2/(x+1)) + x* np.log(x)\n",
        "\n",
        "\n",
        "plt.plot(x, lecam, linewidth=2, label='LeCam-divergence', alpha=.8)\n",
        "plt.plot(x, js, linewidth=2, label='JS-divergence', marker='+', alpha=.8, markevery=50)\n",
        "plt.plot(x, tv, linewidth=2, label='Total Variance', alpha=.8, marker = 6, markevery=50)\n",
        "plt.plot(x, kl, '--', linewidth=2, label='KL-divergence', marker=',', alpha=.8)\n",
        "plt.plot(x, chi2, '-.', linewidth=1, label=r'$\\chi^2$-divergence', alpha=.8)\n",
        "\n",
        "plt.rc('text', usetex=False)\n",
        "plt.xlabel(r'$\\frac{P(x)}{Q(x)}$', fontsize=12)\n",
        "plt.ylabel(r'$f(\\frac{P(x)}{Q(x)})$', fontsize=12)\n",
        "\n",
        "plt.ylim(-1, 5)\n",
        "plt.gca().legend(loc=0, prop={'size': 11})\n",
        "# plt.savefig(os.open('lecam.pdf', 'wb'), format='pdf', dpi=200, bbox_inches='tight')"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f4db090aa20>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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s2CL1S/q3HxUVJVxdXTUeY9SoUeKnn36SnsfHx6vdT3R0tGjbtq1Occ+fP79I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\niIiIgtD/ByQUTEIIXbV6AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 408x252 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}